Hallucination Spotter for Everyday AI Chatbot Users
A browser extension and mobile companion that warns everyday users when an AI chatbot response is uncertain, fabricated, or contradicts reliable sources — so they don't get burned by confident-sounding answers on medical, legal, financial, or travel questions.
everyday users of ChatGPT, Perplexity, and Gemini who get burned by wrong AI answers
- Real-time warning badges on AI responses flagging low-confidence claims and unverifiable facts with a short reason why
- One-click fact check that cross-references the AI's claims against a curated source set like Wikipedia, government sites, and official docs
- Domain-aware sensitivity — more cautious behavior for medical, legal, and financial queries than for casual chat
- Personal burn log showing which topics the user has been misled on, so they learn what to verify themselves
As the Grafana AI SDK and similar backend tools make AI features trivial to ship, more AI surfaces reach production every week — and consumers still have no built-in signal for when a chatbot answer is fabricated.
Statista/Forbes data shows 49% of US adults use AI chatbots but only 29% trust them, and 48% of free-tier chatbot responses contain inaccuracies; OpenAI's Oct 2025 ban on medical/legal/financial advice confirms users are getting burned.Chart: How Accurate Are AI Chatbots? | Statista ↗Why AI Chatbot Trust Is Plummeting: The Surprising Stats Behind User Confidence ↗
Already crowded: Verol, HalluDetector, Ghost, Omniscient AI, and a GitHub open-source project (ShivamPawaskar/AI-Hallucination-Detection-Risk-Assessment) all target the same browser-extension hallucination-detection niche.Verol — AI Hallucination Detector & Fact Checker - Chrome Web Store ↗Hallucination detector for ChatGPT - HalluDetector - Chrome Web Store ↗Ghost - AI Hallucination Detection ↗
No direct consumer pricing evidence found; competitors position toward professionals/researchers/journalists rather than everyday users, suggesting B2C willingness-to-pay is weak and the B2B/enterprise angle is where dollars actually flow.Verol: Fact-Checking AI Hallucinations in Real-Time — Features, Pricing ↗Omniscient AI — AI Fact Checker | Verify News & Claims ↗
Hallucinations remain unsolved at the model layer (OpenAI just restricted high-stakes advice Nov 2025), and competitor phrasing keeps shifting to 'real-time' / 'trust layer' — confirming the problem will persist for several years.ChatGPT 'restricted' from giving medical, legal, or financial advice ↗Verol - Stop AI hallucinations | ProductCool ↗
Multiple competitors have shipped working versions (Verol, HalluDetector, Ghost), proving the core is buildable; but mobile companion, cross-platform hallucination scoring, and avoiding false-positive fatigue are non-trivial engineering.Ghost - AI Hallucination Detection ↗ShivamPawaskar/AI-Hallucination-Detection-Risk-Assessment ↗